{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as colors\n",
    "import matplotlib.cbook as cbook\n",
    "import sys\n",
    "dirwork ='../scripts/'\n",
    "sys.path.append(dirwork)\n",
    "import pmixSample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1250.0 800\n",
      "0.8 1.25\n"
     ]
    }
   ],
   "source": [
    "# Pressure, Temperature, phi(stoichiometric ratio)\n",
    "one_atm = 101325\n",
    "TempMax = 1000./0.8 #1200; #K\n",
    "TempMin = 800 #1300; #K\n",
    "\n",
    "PressureMax = 45*one_atm; # atm\n",
    "PressureMin = 1*one_atm; # atm\n",
    "\n",
    "phiMax = 0.5; # \n",
    "phiMin = 3; # \n",
    "print(TempMax,TempMin)\n",
    "print(1000/TempMax,1000/TempMin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "p 100\n"
     ]
    }
   ],
   "source": [
    "Npp = 1\n",
    "Npt = 10\n",
    "Npphi = 10\n",
    "N = Npp*Npt*Npphi\n",
    "pressure    = [PressureMin]#[PressureMin, PressureMax] # , np.linspace(PressureMin, PressureMax, Npp) #\n",
    "temperature = np.linspace(TempMin, TempMax, Npt)\n",
    "eqratio     = np.linspace(phiMin, phiMax, Npphi)\n",
    "p, temp, phi = np.meshgrid(pressure, temperature,eqratio)\n",
    "print('p',np.size(p))\n",
    "p    = p.reshape(np.size(p)) #flatten()\n",
    "temp = temp.reshape(np.size(temp))#flatten()\n",
    "phi  = phi.reshape(np.size(phi))#flatten()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "Nvar = 6\n",
    "sample = np.zeros([N,Nvar])\n",
    "fuel =\"CH4\"\n",
    "nC=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(N):\n",
    "    sample[i,0] = temp[i]\n",
    "    sample[i,1] = p[i]\n",
    "    Yp_fuel, Yr_o2, Yr_n2, Yr_ar = pmixSample.getMassFraction(nC,phi[i])\n",
    "    sample[i,2] = Yp_fuel\n",
    "    sample[i,3] = Yr_o2\n",
    "    sample[i,4] = Yr_n2 \n",
    "    sample[i,5] = Yr_ar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "savedir = 'inputs/'\n",
    "header_fuel = \"T P \"+fuel+\" O2 N2 AR\"\n",
    "np.savetxt(savedir+'/sample.dat',sample,header=header_fuel,comments='')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotResults(x, y, z, name_title , x_label_name='1000/T ',y_label_name='mass fraction CO',\\\n",
    "               xtickvalues=None,ytickvalues=None,cticks=None,cticklabels=None,fs_label=22,fs_tick=20):\n",
    "    N = 5\n",
    "    lista = np.logspace(-2,-1,N).tolist()\n",
    "    for i in [-1,0,1]:\n",
    "        lista += np.logspace(i,i+1,N).tolist()[1:]\n",
    "    fig, ax2 = plt.subplots(figsize=(10,8), nrows=1)\n",
    "    ax2.tricontour(x, y, z, levels=lista, linewidths=0.5,  colors='k',norm=colors.LogNorm())\n",
    "    cntr2 = ax2.tricontourf(x, y, z,  levels=lista, cmap=\"RdBu_r\",norm=colors.LogNorm())\n",
    "    if cticks is not None:\n",
    "        cbar = fig.colorbar(cntr2, ax=ax2, ticks=cticks)    \n",
    "    else:\n",
    "        cbar = fig.colorbar(cntr2, ax=ax2)\n",
    "    if cticklabels is not None:\n",
    "        cbar.ax.set_yticklabels(cticklabels) \n",
    "    cbar.ax.tick_params(labelsize=fs_label)\n",
    "    cbar.ax.set_ylabel(name_title,fontsize=fs_label)\n",
    "    cbar.ax.tick_params(labelsize=fs_label)\n",
    "    ax2.set_title(name_title,fontsize=fs_label)\n",
    "    plt.subplots_adjust(hspace=0.5)\n",
    "    ax2.set_xlabel(x_label_name,fontsize=fs_label)\n",
    "    ax2.set_ylabel(y_label_name,fontsize=fs_label) \n",
    "    if xtickvalues is not None:\n",
    "        ax2.set_xticks(xtickvalues)\n",
    "    if ytickvalues is not None:\n",
    "        ax2.set_yticks(ytickvalues)\n",
    "    for tick in ax2.xaxis.get_major_ticks()+ax2.yaxis.get_major_ticks():\n",
    "        tick.label.set_fontsize(fs_tick)\n",
    "    return "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dirOutput = ''\n",
    "IgnTime = np.loadtxt(dirOutput+'IgnitionDelayTime.dat')\n",
    "Np = np.where((IgnTime>0))[0]\n",
    "x = 1000./sample[Np,0]#sample[Np,0];#\n",
    "Yo2 = sample[Np,3]\n",
    "phi = pmixSample.getPhifromYo2(1,Yo2)\n",
    "z = IgnTime[Np]\n",
    "name_value =  'Ignition delay time [s] at P=1atm'\n",
    "plotResults(x, phi, z,name_value, y_label_name='Equivalence ratio ($\\phi$)',xtickvalues=[0.8,0.9,1,1.1,1.2],ytickvalues=[1,2,3])\n",
    "plt.savefig('Gri3IgnDelayTime'+'.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
